Netra Runtime Blog
Up to 4x faster than vLLM: benchmarking Netra on real long-context workloads
Engineering - June 22, 2026
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Sovereign AI in Southeast Asia
The data, the laws, and the $28B build-out
Paged attention & continuous batching
How modern engines actually work
Speeding up GDN kernels for Qwen
Inside FlashQLA's 2-3x prefill speedup
How much VRAM to run an LLM?
The memory budget, derived
How to count tokens
Why chat billing grows quadratically
Token Counter: estimate before you send
Characters per token, and why tokenizers disagree
The best free OCR tools
Why a 5% error rate breaks retrieval
Tool OCR bahasa Indonesia
Memilih OCR untuk pipeline AI
Netra Runtime is up to 4x faster than vLLM
Long-context benchmark results
View all postsWhat is Netra Runtime?
Capabilities, pricing, and performance
What is LLM inference?
How language models generate output
Model quantization
Lower-precision weights for faster inference
KV cache
The memory trade-off behind long context
Netra Runtime vs vLLM
An honest, benchmark-anchored comparison
LLM memory requirements
How much VRAM an LLM needs
View all guidesFree OCR
Extract text from images & PDFs
Web to Markdown
Turn any page into clean Markdown
Token Counter
Count tokens for GPT, Claude & Llama
LLM VRAM Calculator
GPU memory to run a GGUF model
Fine-Tuning Memory Calculator
GPU requirements for fine-tuning
Limbus
Local-first image segmentation
sam3.c
SAM3 inference in pure C
View all toolsEngineering - June 22, 2026
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